{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## vggmodel网络"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import torchvision\n",
    "import torch\n",
    "from torchvision import transforms,datasets\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.nn as nn\n",
    "import torch.functional as F"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T04:40:57.632036600Z",
     "start_time": "2023-11-15T04:40:29.380335300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 导入vgg模型"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\myAnaconda\\envs\\PyTorch\\lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "E:\\myAnaconda\\envs\\PyTorch\\lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VGG(\n",
      "  (features): Sequential(\n",
      "    (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (1): ReLU(inplace=True)\n",
      "    (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (3): ReLU(inplace=True)\n",
      "    (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (6): ReLU(inplace=True)\n",
      "    (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (8): ReLU(inplace=True)\n",
      "    (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (11): ReLU(inplace=True)\n",
      "    (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (13): ReLU(inplace=True)\n",
      "    (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (15): ReLU(inplace=True)\n",
      "    (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (18): ReLU(inplace=True)\n",
      "    (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (20): ReLU(inplace=True)\n",
      "    (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (22): ReLU(inplace=True)\n",
      "    (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (25): ReLU(inplace=True)\n",
      "    (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (27): ReLU(inplace=True)\n",
      "    (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (29): ReLU(inplace=True)\n",
      "    (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  )\n",
      "  (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n",
      "  (classifier): Sequential(\n",
      "    (0): Linear(in_features=25088, out_features=4096, bias=True)\n",
      "    (1): ReLU(inplace=True)\n",
      "    (2): Dropout(p=0.5, inplace=False)\n",
      "    (3): Linear(in_features=4096, out_features=4096, bias=True)\n",
      "    (4): ReLU(inplace=True)\n",
      "    (5): Dropout(p=0.5, inplace=False)\n",
      "    (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "vggnet = torchvision.models.vgg16(pretrained=True)\n",
    "print(vggnet)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T04:46:51.648314200Z",
     "start_time": "2023-11-15T04:46:47.437567600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "for p in vggnet.parameters():\n",
    "    p.requires_grad = False\n",
    "\n",
    "vggnet.classifier = nn.Sequential(\n",
    "    nn.Linear(25088,4096,bias=True),\n",
    "    nn.ReLU(inplace=True),\n",
    "    nn.Dropout(0.5,inplace=False),\n",
    "    nn.Linear(4096,4096,bias=True),\n",
    "    nn.ReLU(inplace=True),\n",
    "    nn.Dropout(p=0.5,inplace=False),\n",
    "    nn.Linear(4096,2,bias=True)\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T04:52:53.432748700Z",
     "start_time": "2023-11-15T04:52:52.581726600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "<p>该VGG模型有16层,前13层为卷积层,后3层为全连接层。VGG的架构严格使用3*3卷积核(中间的最大池化层也是3*3池化)。与alextnety样，每个卷积层后面都跟着ReLU层.每个池化层前面至少经过两次卷积。使用较小卷积核的设计导致相对较少的参数数量，此外通过堆叠一系列3*3大小的卷积核,有效感受野可以增加到更大的值</p>"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 导入数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "(55, 14)"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_transforms = {\n",
    "    'train':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))\n",
    "    ]),\n",
    "    'test':transforms.Compose([\n",
    "        transforms.Resize(230),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))\n",
    "    ])\n",
    "}\n",
    "import os\n",
    "data_path = 'F:/图像识别数据集/archive'\n",
    "trainset = datasets.ImageFolder(os.path.join(data_path,'train'),transform=data_transforms['train'])\n",
    "testset = datasets.ImageFolder(os.path.join(data_path,'val'),transform=data_transforms['test'])\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(trainset,batch_size=5,num_workers=4,shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(testset,batch_size=5,num_workers=4,shuffle=True)\n",
    "len(train_loader),len(test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:21:25.578448100Z",
     "start_time": "2023-11-15T05:21:25.570445400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "def imshow(inputs):\n",
    "    inputs = inputs/2+0.5\n",
    "    inputs = inputs.numpy().transpose(1,2,0)\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:23:02.740334100Z",
     "start_time": "2023-11-15T05:23:02.728363300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dog\n",
      "cat\n",
      "dog\n",
      "dog\n",
      "cat\n"
     ]
    }
   ],
   "source": [
    "imgs,labels = next(iter(test_loader))\n",
    "imshow(torchvision.utils.make_grid(imgs)) # 将多个图片合成一个图片\n",
    "class_names =['cat','dog']\n",
    "for i in labels.numpy():\n",
    "    print(class_names[i])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:27:03.477740500Z",
     "start_time": "2023-11-15T05:26:49.783972900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "import datetime\n",
    "## 训练函数\n",
    "def train_loop(model,loss_fn,optimizer,train_loader,n_epochs):\n",
    "    for epoch in range(1,n_epochs+1):\n",
    "        loss_train = 0.0\n",
    "        for i,data in enumerate(train_loader,1):\n",
    "            imgs,labels = data\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            loss = loss_fn(outputs,labels)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_train+=loss.item()\n",
    "            if i % 5 ==0:\n",
    "                print(\"{}, Epoch:{}, i:{}, 训练损失:{}\".format(datetime.datetime.now(),epoch,i,loss_train/25))\n",
    "                loss_train=0.0"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:36:16.262481Z",
     "start_time": "2023-11-15T05:36:16.193462500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-15 13:41:20.339601, Epoch:1, i:5, 训练损失:0.13764848232269286\n",
      "2023-11-15 13:41:21.305645, Epoch:1, i:10, 训练损失:0.12953675150871277\n",
      "2023-11-15 13:41:22.146994, Epoch:1, i:15, 训练损失:0.07264569878578186\n",
      "2023-11-15 13:41:22.971946, Epoch:1, i:20, 训练损失:0.062269668579101566\n",
      "2023-11-15 13:41:23.797949, Epoch:1, i:25, 训练损失:0.052507816553115844\n",
      "2023-11-15 13:41:24.623998, Epoch:1, i:30, 训练损失:0.04633340448141098\n",
      "2023-11-15 13:41:25.452974, Epoch:1, i:35, 训练损失:0.017824999690055847\n",
      "2023-11-15 13:41:26.282982, Epoch:1, i:40, 训练损失:0.006081356499344111\n",
      "2023-11-15 13:41:27.117994, Epoch:1, i:45, 训练损失:0.04145701646804809\n",
      "2023-11-15 13:41:27.952944, Epoch:1, i:50, 训练损失:0.013104199580848217\n",
      "2023-11-15 13:41:28.792948, Epoch:1, i:55, 训练损失:0.026194046512246133\n",
      "2023-11-15 13:41:34.737991, Epoch:2, i:5, 训练损失:0.00482624520547688\n",
      "2023-11-15 13:41:35.563944, Epoch:2, i:10, 训练损失:0.002974158227443695\n",
      "2023-11-15 13:41:36.389973, Epoch:2, i:15, 训练损失:0.016350601837038993\n",
      "2023-11-15 13:41:37.216943, Epoch:2, i:20, 训练损失:0.004950047717429697\n",
      "2023-11-15 13:41:38.043993, Epoch:2, i:25, 训练损失:0.0008697356842458248\n",
      "2023-11-15 13:41:38.872995, Epoch:2, i:30, 训练损失:0.002807275773957372\n",
      "2023-11-15 13:41:39.703974, Epoch:2, i:35, 训练损失:0.006374322329647839\n",
      "2023-11-15 13:41:40.537946, Epoch:2, i:40, 训练损失:0.012198463813401759\n",
      "2023-11-15 13:41:41.370980, Epoch:2, i:45, 训练损失:0.002767108592670411\n",
      "2023-11-15 13:41:42.330160, Epoch:2, i:50, 训练损失:0.0017433254420757293\n",
      "2023-11-15 13:41:43.173152, Epoch:2, i:55, 训练损失:0.006574860401451587\n"
     ]
    }
   ],
   "source": [
    "import torch.optim as optim\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(vggnet.parameters(),lr=0.001,momentum=0.9)\n",
    "train_loop(vggnet.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=2)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:41:43.855125900Z",
     "start_time": "2023-11-15T05:40:20.157100400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "# 测试函数\n",
    "def test_loop(model,test_loader):\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    with torch.no_grad():\n",
    "        for imgs,labels in test_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            _,preds = torch.max(outputs,dim=1)\n",
    "            correct+=int((preds==labels).sum())\n",
    "            total+=labels.shape[0]\n",
    "    print('精度:{:.3f}%'.format(correct/total*100))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:48:57.410737500Z",
     "start_time": "2023-11-15T05:48:57.408736200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "精度:98.571%\n"
     ]
    }
   ],
   "source": [
    "test_loop(vggnet.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T05:49:05.097345Z",
     "start_time": "2023-11-15T05:48:58.132744400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dog\n",
      "cat\n",
      "dog\n",
      "dog\n",
      "cat\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "outputs = vggnet.cuda().eval()(imgs.cuda())\n",
    "_,preds = torch.max(outputs,dim=1)\n",
    "for i in preds.cpu().numpy():\n",
    "    print(class_names[i])\n",
    "imshow(torchvision.utils.make_grid(imgs))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-15T06:55:19.073400300Z",
     "start_time": "2023-11-15T06:55:15.166012900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
